{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "%matplotlib inline\n",
    "%config InlineBackend.figure_format = 'retina'\n",
    "\n",
    "import numpy as np\n",
    "import matplotlib\n",
    "from matplotlib import pyplot as plt\n",
    "import pandas as pd\n",
    "from datetime import date, datetime\n",
    "from lifelines import KaplanMeierFitter, CoxPHFitter, NelsonAalenFitter\n",
    "\n",
    "matplotlib.rcParams['figure.figsize'] = (12.0, 6.0)\n",
    "plt.style.use('seaborn-deep')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Definition of censoring and death\n",
    "\n",
    "Quitting is death, all else is censoring. This is different than the [original article](https://fivethirtyeight.com/features/two-years-in-turnover-in-trumps-cabinet-is-still-historically-high/)'s author's rules, who stated that switching roles _within_ a cabinent is an \"event\". "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>president</th>\n",
       "      <th>president_start_date</th>\n",
       "      <th>president_end_date</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Trump</td>\n",
       "      <td>2017-01-20</td>\n",
       "      <td>2019-03-05</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Obama</td>\n",
       "      <td>2009-01-20</td>\n",
       "      <td>2017-01-20</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Bush 43</td>\n",
       "      <td>2001-01-20</td>\n",
       "      <td>2009-01-20</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Clinton</td>\n",
       "      <td>1993-01-20</td>\n",
       "      <td>2001-01-20</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Bush 41</td>\n",
       "      <td>1989-01-20</td>\n",
       "      <td>1993-01-20</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>Reagan</td>\n",
       "      <td>1981-01-20</td>\n",
       "      <td>1989-01-20</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>Carter</td>\n",
       "      <td>1977-01-20</td>\n",
       "      <td>1981-01-20</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "  president president_start_date president_end_date\n",
       "0     Trump           2017-01-20         2019-03-05\n",
       "1     Obama           2009-01-20         2017-01-20\n",
       "2   Bush 43           2001-01-20         2009-01-20\n",
       "3   Clinton           1993-01-20         2001-01-20\n",
       "4   Bush 41           1989-01-20         1993-01-20\n",
       "5    Reagan           1981-01-20         1989-01-20\n",
       "6    Carter           1977-01-20         1981-01-20"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "raw_df = pd.read_csv(\"https://raw.githubusercontent.com/fivethirtyeight/data/master/cabinet-turnover/cabinet-turnover.csv\",\n",
    "                    na_values=['Still in office', '#VALUE!']\n",
    "                    )\n",
    "TODAY = datetime.today().date()\n",
    "\n",
    "INAUG_DATES = {\n",
    "    'Trump': date(2017, 1, 20),\n",
    "    'Obama': date(2009, 1, 20),\n",
    "    'Bush 43': date(2001, 1, 20),\n",
    "    'Clinton': date(1993, 1, 20),\n",
    "    'Bush 41': date(1989, 1, 20),\n",
    "    'Reagan': date(1981, 1, 20),\n",
    "    'Carter': date(1977, 1, 20)\n",
    "}\n",
    "\n",
    "presidential_terms = pd.DataFrame(list(INAUG_DATES.items()))\n",
    "presidential_terms.columns = ['president', 'president_start_date']\n",
    "presidential_terms['president_end_date'] = presidential_terms['president_start_date'].shift(1).fillna(TODAY)\n",
    "presidential_terms"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "def fill_end(series):\n",
    "    end, president = series\n",
    "    if pd.notnull(end) and end.endswith('admin'):\n",
    "        next_pres ,_ = end.split(' ')\n",
    "        if next_pres == 'Bush':\n",
    "            next_pres = next_pres + ' 43' if president == 'Clinton' else next_pres + ' 41'\n",
    "        return INAUG_DATES[next_pres].strftime('%m/%d/%y')\n",
    "    else:\n",
    "        return end\n",
    "    \n",
    "def fill_start(series):\n",
    "    end, president = series\n",
    "    if pd.notnull(end) and end.endswith('admin'):\n",
    "        prev_pres ,_ = end.split(' ')\n",
    "        if prev_pres == 'Bush':\n",
    "            prev_pres = prev_pres + ' 43' if president == 'Obama' else prev_pres + ' 41'\n",
    "        return INAUG_DATES[president].strftime('%m/%d/%y')\n",
    "    else:\n",
    "        return end\n",
    "    \n",
    "    \n",
    "raw_df['end'] = raw_df[['end', 'president']].apply(fill_end, axis=1)\n",
    "raw_df['start'] = raw_df[['start', 'president']].apply(fill_start, axis=1)\n",
    "\n",
    "raw_df['end'] = pd.to_datetime(raw_df['end']).dt.date\n",
    "raw_df['end'] = raw_df['end'].fillna(TODAY)\n",
    "raw_df['start'] = pd.to_datetime(raw_df['start']).dt.date"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "raw_df = raw_df.merge(presidential_terms, left_on='president', right_on='president')\n",
    "raw_df['event'] = (raw_df['end'] < raw_df['president_end_date']) & pd.notnull(raw_df['end'])\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "# we need to \"collapse\" individuals into rows, because they may change positions, but that's not quitting...\n",
    "def collapse(df):\n",
    "    return df.groupby('appointee', as_index=False).aggregate({\n",
    "        'start': 'min', 'end': 'max', 'event': 'all', 'president': 'last', 'president_end_date': 'last'\n",
    "    })\n",
    "\n",
    "raw_df = raw_df.groupby('president', as_index=False).apply(collapse).reset_index(drop=True)\n",
    "raw_df['T'] = (raw_df['end'] - raw_df['start']).dt.days\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
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       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>appointee</th>\n",
       "      <th>start</th>\n",
       "      <th>end</th>\n",
       "      <th>event</th>\n",
       "      <th>president</th>\n",
       "      <th>president_end_date</th>\n",
       "      <th>T</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>267</th>\n",
       "      <td>Jeff Sessions</td>\n",
       "      <td>2017-02-09</td>\n",
       "      <td>2018-11-07</td>\n",
       "      <td>True</td>\n",
       "      <td>Trump</td>\n",
       "      <td>2019-03-05</td>\n",
       "      <td>636</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>268</th>\n",
       "      <td>Jim Mattis</td>\n",
       "      <td>2017-01-20</td>\n",
       "      <td>2018-12-31</td>\n",
       "      <td>True</td>\n",
       "      <td>Trump</td>\n",
       "      <td>2019-03-05</td>\n",
       "      <td>710</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>269</th>\n",
       "      <td>John Kelly</td>\n",
       "      <td>2017-01-20</td>\n",
       "      <td>2018-12-31</td>\n",
       "      <td>True</td>\n",
       "      <td>Trump</td>\n",
       "      <td>2019-03-05</td>\n",
       "      <td>710</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>270</th>\n",
       "      <td>Kirstjen Nielsen</td>\n",
       "      <td>2017-12-06</td>\n",
       "      <td>2019-03-05</td>\n",
       "      <td>False</td>\n",
       "      <td>Trump</td>\n",
       "      <td>2019-03-05</td>\n",
       "      <td>454</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>271</th>\n",
       "      <td>Linda McMahon</td>\n",
       "      <td>2017-02-14</td>\n",
       "      <td>2019-03-05</td>\n",
       "      <td>False</td>\n",
       "      <td>Trump</td>\n",
       "      <td>2019-03-05</td>\n",
       "      <td>749</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>272</th>\n",
       "      <td>Mick Mulvaney</td>\n",
       "      <td>2017-02-16</td>\n",
       "      <td>2019-03-05</td>\n",
       "      <td>False</td>\n",
       "      <td>Trump</td>\n",
       "      <td>2019-03-05</td>\n",
       "      <td>747</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>273</th>\n",
       "      <td>Mike Pence</td>\n",
       "      <td>2017-01-20</td>\n",
       "      <td>2019-03-05</td>\n",
       "      <td>False</td>\n",
       "      <td>Trump</td>\n",
       "      <td>2019-03-05</td>\n",
       "      <td>774</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>274</th>\n",
       "      <td>Mike Pompeo</td>\n",
       "      <td>2017-01-23</td>\n",
       "      <td>2019-03-05</td>\n",
       "      <td>False</td>\n",
       "      <td>Trump</td>\n",
       "      <td>2019-03-05</td>\n",
       "      <td>771</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>275</th>\n",
       "      <td>Nikki Haley</td>\n",
       "      <td>2017-01-27</td>\n",
       "      <td>2018-12-31</td>\n",
       "      <td>True</td>\n",
       "      <td>Trump</td>\n",
       "      <td>2019-03-05</td>\n",
       "      <td>703</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>276</th>\n",
       "      <td>Reince Priebus</td>\n",
       "      <td>2017-01-20</td>\n",
       "      <td>2017-07-28</td>\n",
       "      <td>True</td>\n",
       "      <td>Trump</td>\n",
       "      <td>2019-03-05</td>\n",
       "      <td>189</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>277</th>\n",
       "      <td>Rex Tillerson</td>\n",
       "      <td>2017-02-01</td>\n",
       "      <td>2018-03-31</td>\n",
       "      <td>True</td>\n",
       "      <td>Trump</td>\n",
       "      <td>2019-03-05</td>\n",
       "      <td>423</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>278</th>\n",
       "      <td>Rick Perry</td>\n",
       "      <td>2017-03-02</td>\n",
       "      <td>2019-03-05</td>\n",
       "      <td>False</td>\n",
       "      <td>Trump</td>\n",
       "      <td>2019-03-05</td>\n",
       "      <td>733</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>279</th>\n",
       "      <td>Robert Lighthizer</td>\n",
       "      <td>2017-05-15</td>\n",
       "      <td>2019-03-05</td>\n",
       "      <td>False</td>\n",
       "      <td>Trump</td>\n",
       "      <td>2019-03-05</td>\n",
       "      <td>659</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>280</th>\n",
       "      <td>Robert Wilkie</td>\n",
       "      <td>2018-07-30</td>\n",
       "      <td>2019-03-05</td>\n",
       "      <td>False</td>\n",
       "      <td>Trump</td>\n",
       "      <td>2019-03-05</td>\n",
       "      <td>218</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>281</th>\n",
       "      <td>Ryan Zinke</td>\n",
       "      <td>2017-03-01</td>\n",
       "      <td>2019-01-02</td>\n",
       "      <td>True</td>\n",
       "      <td>Trump</td>\n",
       "      <td>2019-03-05</td>\n",
       "      <td>672</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>282</th>\n",
       "      <td>Scott Pruitt</td>\n",
       "      <td>2017-02-17</td>\n",
       "      <td>2018-07-06</td>\n",
       "      <td>True</td>\n",
       "      <td>Trump</td>\n",
       "      <td>2019-03-05</td>\n",
       "      <td>504</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>283</th>\n",
       "      <td>Sonny Perdue</td>\n",
       "      <td>2017-04-25</td>\n",
       "      <td>2019-03-05</td>\n",
       "      <td>False</td>\n",
       "      <td>Trump</td>\n",
       "      <td>2019-03-05</td>\n",
       "      <td>679</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>284</th>\n",
       "      <td>Steve Mnuchin</td>\n",
       "      <td>2017-02-13</td>\n",
       "      <td>2019-03-05</td>\n",
       "      <td>False</td>\n",
       "      <td>Trump</td>\n",
       "      <td>2019-03-05</td>\n",
       "      <td>750</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>285</th>\n",
       "      <td>Tom Price</td>\n",
       "      <td>2017-02-10</td>\n",
       "      <td>2017-09-29</td>\n",
       "      <td>True</td>\n",
       "      <td>Trump</td>\n",
       "      <td>2019-03-05</td>\n",
       "      <td>231</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>286</th>\n",
       "      <td>Wilbur Ross</td>\n",
       "      <td>2017-02-28</td>\n",
       "      <td>2019-03-05</td>\n",
       "      <td>False</td>\n",
       "      <td>Trump</td>\n",
       "      <td>2019-03-05</td>\n",
       "      <td>735</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "             appointee       start         end  event president  \\\n",
       "267      Jeff Sessions  2017-02-09  2018-11-07   True     Trump   \n",
       "268         Jim Mattis  2017-01-20  2018-12-31   True     Trump   \n",
       "269         John Kelly  2017-01-20  2018-12-31   True     Trump   \n",
       "270   Kirstjen Nielsen  2017-12-06  2019-03-05  False     Trump   \n",
       "271      Linda McMahon  2017-02-14  2019-03-05  False     Trump   \n",
       "272      Mick Mulvaney  2017-02-16  2019-03-05  False     Trump   \n",
       "273         Mike Pence  2017-01-20  2019-03-05  False     Trump   \n",
       "274        Mike Pompeo  2017-01-23  2019-03-05  False     Trump   \n",
       "275        Nikki Haley  2017-01-27  2018-12-31   True     Trump   \n",
       "276     Reince Priebus  2017-01-20  2017-07-28   True     Trump   \n",
       "277      Rex Tillerson  2017-02-01  2018-03-31   True     Trump   \n",
       "278         Rick Perry  2017-03-02  2019-03-05  False     Trump   \n",
       "279  Robert Lighthizer  2017-05-15  2019-03-05  False     Trump   \n",
       "280      Robert Wilkie  2018-07-30  2019-03-05  False     Trump   \n",
       "281         Ryan Zinke  2017-03-01  2019-01-02   True     Trump   \n",
       "282       Scott Pruitt  2017-02-17  2018-07-06   True     Trump   \n",
       "283       Sonny Perdue  2017-04-25  2019-03-05  False     Trump   \n",
       "284      Steve Mnuchin  2017-02-13  2019-03-05  False     Trump   \n",
       "285          Tom Price  2017-02-10  2017-09-29   True     Trump   \n",
       "286        Wilbur Ross  2017-02-28  2019-03-05  False     Trump   \n",
       "\n",
       "    president_end_date    T  \n",
       "267         2019-03-05  636  \n",
       "268         2019-03-05  710  \n",
       "269         2019-03-05  710  \n",
       "270         2019-03-05  454  \n",
       "271         2019-03-05  749  \n",
       "272         2019-03-05  747  \n",
       "273         2019-03-05  774  \n",
       "274         2019-03-05  771  \n",
       "275         2019-03-05  703  \n",
       "276         2019-03-05  189  \n",
       "277         2019-03-05  423  \n",
       "278         2019-03-05  733  \n",
       "279         2019-03-05  659  \n",
       "280         2019-03-05  218  \n",
       "281         2019-03-05  672  \n",
       "282         2019-03-05  504  \n",
       "283         2019-03-05  679  \n",
       "284         2019-03-05  750  \n",
       "285         2019-03-05  231  \n",
       "286         2019-03-05  735  "
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "raw_df.tail(20)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<lifelines.PiecewiseExponentialFitter: fitted with 287 observations, 129 censored>\n",
      "number of subjects = 287\n",
      "  number of events = 158\n",
      "    log-likelihood = -1310.480\n",
      "        hypothesis = lambda_0_ != 1, lambda_1_ != 1, lambda_2_ != 1\n",
      "\n",
      "---\n",
      "               coef  se(coef)  lower 0.95  upper 0.95      p  -log2(p)\n",
      "lambda_0_ 2872.6704  280.8217   2322.2701   3423.0708 <5e-05   79.1248\n",
      "lambda_1_  154.6505   30.4338     95.0013    214.2998 <5e-05   21.1000\n",
      "lambda_2_ 1101.0836  189.0864    730.4810   1471.6862 <5e-05   27.3221\n"
     ]
    },
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 864x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 372,
       "width": 708
      },
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "naf = NelsonAalenFitter()\n",
    "ax = naf.fit(raw_df['T'],raw_df['event']).plot()\n",
    "\n",
    "from lifelines import PiecewiseExponentialFitter\n",
    "pf = PiecewiseExponentialFitter(breakpoints=[1440, 1500])\n",
    "pf.fit(raw_df['T'], raw_df['event'])\n",
    "pf.plot(ax=ax)\n",
    "pf.print_summary(4)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 372,
       "width": 708
      },
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "kmf = KaplanMeierFitter()\n",
    "\n",
    "ax = plt.subplot()\n",
    "\n",
    "for name, df_ in raw_df[['president','event', 'T']].groupby('president'):\n",
    "    kmf.fit(df_['T'], df_['event'], label=name)\n",
    "    ax = kmf.plot(ax=ax, ci_show=False)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 372,
       "width": 708
      },
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "ax = plt.subplot()\n",
    "\n",
    "for name, df_ in raw_df[['president','event', 'T']].groupby('president'):\n",
    "    kmf.fit(df_['T'], df_['event'], label=name)\n",
    "    if name == 'Trump':\n",
    "        ax = kmf.plot(ax=ax, c='r')\n",
    "    else:\n",
    "        ax = kmf.plot(ax=ax, c='grey', alpha=0.5, ci_show=False)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 372,
       "width": 708
      },
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "raw_df[['president','event', 'T']]\n",
    "\n",
    "naf = NelsonAalenFitter()\n",
    "\n",
    "ax = plt.subplot()\n",
    "\n",
    "for name, df_ in raw_df[['president','event', 'T']].groupby('president'):\n",
    "    if name in ['Trump', 'Carter']:\n",
    "        naf.fit(df_['T'], df_['event'], label=name)\n",
    "        ax = naf.plot(ax=ax)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [],
   "source": [
    "raw_df['year'] = raw_df['start'].apply(lambda d: int(d.year))\n",
    "raw_df['year'] -= raw_df['year'].mean()\n",
    "raw_df['year**2'] = raw_df['year']**2\n",
    "\n",
    "\n",
    "\n",
    "regression_df = raw_df[['president', 'T', 'event', 'year', 'year**2']]\n",
    "regression_df = pd.get_dummies(regression_df, columns=['president'])\n",
    "del regression_df['president_Clinton']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<lifelines.CoxPHFitter: fitted with 287 observations, 129 censored>\n",
      "      duration col = 'T'\n",
      "         event col = 'event'\n",
      "number of subjects = 287\n",
      "  number of events = 158\n",
      "    log-likelihood = -724.975\n",
      "  time fit was run = 2019-03-05 20:03:33 UTC\n",
      "\n",
      "---\n",
      "                    coef  exp(coef)  se(coef)      z     p  -log2(p)  lower 0.95  upper 0.95\n",
      "year               0.110      1.116     0.059  1.870 0.061     4.024      -0.005       0.225\n",
      "year**2           -0.005      0.995     0.002 -2.092 0.036     4.779      -0.010      -0.000\n",
      "president_Bush 41  1.449      4.257     0.489  2.962 0.003     8.355       0.490       2.407\n",
      "president_Bush 43 -0.625      0.535     0.539 -1.160 0.246     2.023      -1.681       0.431\n",
      "president_Carter   4.600     99.502     1.431  3.215 0.001     9.580       1.795       7.405\n",
      "president_Obama   -1.074      0.342     1.042 -1.030 0.303     1.723      -3.117       0.969\n",
      "president_Reagan   2.366     10.658     0.886  2.672 0.008     7.050       0.630       4.102\n",
      "president_Trump    0.763      2.145     1.674  0.456 0.648     0.625      -2.518       4.044\n",
      "---\n",
      "Concordance = 0.603\n",
      "Log-likelihood ratio test = 22.407 on 8 df, -log2(p)=7.890\n"
     ]
    }
   ],
   "source": [
    "cph = CoxPHFitter()\n",
    "cph.fit(regression_df, 'T', 'event')\n",
    "cph.print_summary(3)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Proportional hazard assumption looks okay.\n"
     ]
    }
   ],
   "source": [
    "cph.check_assumptions(regression_df)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<lifelines.WeibullAFTFitter: fitted with 287 observations, 129 censored>\n",
      "      duration col = 'T'\n",
      "         event col = 'event'\n",
      "number of subjects = 287\n",
      "  number of events = 158\n",
      "    log-likelihood = -1319.942\n",
      "  time fit was run = 2019-03-05 20:03:44 UTC\n",
      "\n",
      "---\n",
      "                            coef  exp(coef)  se(coef)      z       p  -log2(p)  lower 0.95  upper 0.95\n",
      "lambda_ year              -0.031      0.970     0.026 -1.186   0.236     2.085      -0.081       0.020\n",
      "        year**2            0.003      1.003     0.001  2.190   0.029     5.132       0.000       0.005\n",
      "        president_Bush 41 -0.525      0.591     0.209 -2.512   0.012     6.379      -0.935      -0.115\n",
      "        president_Bush 43  0.077      1.080     0.245  0.313   0.754     0.407      -0.404       0.557\n",
      "        president_Carter  -1.837      0.159     0.629 -2.922   0.003     8.166      -3.069      -0.605\n",
      "        president_Obama    0.109      1.115     0.474  0.229   0.819     0.289      -0.821       1.038\n",
      "        president_Reagan  -0.930      0.395     0.393 -2.366   0.018     5.798      -1.701      -0.160\n",
      "        president_Trump   -0.956      0.384     0.790 -1.211   0.226     2.145      -2.503       0.592\n",
      "        _intercept         7.463   1742.774     0.116 64.480 <0.0005       inf       7.236       7.690\n",
      "rho_    _intercept         0.724      2.064     0.068 10.672 <0.0005    85.911       0.591       0.857\n",
      "---\n",
      "Concordance = 0.599\n",
      "Log-likelihood ratio test = 19.811 on 8 df, -log2(p)=6.496\n"
     ]
    }
   ],
   "source": [
    "from lifelines import *\n",
    "\n",
    "wf = WeibullAFTFitter(penalizer=0.0)\n",
    "wf.fit(regression_df, 'T', 'event')\n",
    "wf.print_summary(3)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<lifelines.LogNormalAFTFitter: fitted with 287 observations, 129 censored>\n",
      "      duration col = 'T'\n",
      "         event col = 'event'\n",
      "number of subjects = 287\n",
      "  number of events = 158\n",
      "    log-likelihood = -1328.054\n",
      "  time fit was run = 2019-03-05 20:03:46 UTC\n",
      "\n",
      "---\n",
      "                           coef  exp(coef)  se(coef)      z       p  -log2(p)  lower 0.95  upper 0.95\n",
      "mu_    year              -0.034      0.966     0.027 -1.268   0.205     2.288      -0.087       0.019\n",
      "       year**2            0.003      1.003     0.001  1.995   0.046     4.441       0.000       0.005\n",
      "       president_Bush 41 -0.456      0.634     0.241 -1.891   0.059     4.092      -0.929       0.017\n",
      "       president_Bush 43  0.221      1.247     0.276  0.801   0.423     1.240      -0.320       0.762\n",
      "       president_Carter  -1.768      0.171     0.676 -2.616   0.009     6.811      -3.093      -0.443\n",
      "       president_Obama    0.231      1.260     0.502  0.461   0.645     0.632      -0.753       1.215\n",
      "       president_Reagan  -0.887      0.412     0.445 -1.996   0.046     4.445      -1.759      -0.016\n",
      "       president_Trump   -0.680      0.507     0.802 -0.848   0.396     1.335      -2.252       0.892\n",
      "       _intercept         7.171   1301.074     0.132 54.238 <0.0005       inf       6.912       7.430\n",
      "sigma_ _intercept        -0.343      0.710     0.060 -5.742 <0.0005    26.671      -0.459      -0.226\n",
      "---\n",
      "Concordance = 0.611\n",
      "Log-likelihood ratio test = 15.857 on 8 df, -log2(p)=4.491\n"
     ]
    }
   ],
   "source": [
    "lnf = LogNormalAFTFitter(penalizer=0.0000)\n",
    "lnf.fit(regression_df, 'T', 'event')\n",
    "lnf.print_summary(3)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<lifelines.LogLogisticAFTFitter: fitted with 287 observations, 129 censored>\n",
      "      duration col = 'T'\n",
      "         event col = 'event'\n",
      "number of subjects = 287\n",
      "  number of events = 158\n",
      "    log-likelihood = -1321.774\n",
      "  time fit was run = 2019-03-05 20:03:46 UTC\n",
      "\n",
      "---\n",
      "                           coef  exp(coef)  se(coef)      z       p  -log2(p)  lower 0.95  upper 0.95\n",
      "alpha_ year              -0.032      0.969     0.026 -1.234   0.217     2.203      -0.083       0.019\n",
      "       year**2            0.002      1.002     0.001  2.005   0.045     4.474       0.000       0.005\n",
      "       president_Bush 41 -0.412      0.662     0.228 -1.804   0.071     3.810      -0.860       0.036\n",
      "       president_Bush 43  0.183      1.201     0.255  0.719   0.472     1.083      -0.316       0.683\n",
      "       president_Carter  -1.741      0.175     0.660 -2.636   0.008     6.898      -3.035      -0.447\n",
      "       president_Obama    0.225      1.252     0.471  0.478   0.633     0.661      -0.697       1.147\n",
      "       president_Reagan  -0.836      0.433     0.423 -1.977   0.048     4.381      -1.666      -0.007\n",
      "       president_Trump   -0.745      0.475     0.763 -0.976   0.329     1.604      -2.242       0.751\n",
      "       _intercept         7.188   1324.064     0.125 57.503 <0.0005       inf       6.943       7.433\n",
      "beta_  _intercept         0.966      2.627     0.068 14.229 <0.0005   150.202       0.833       1.099\n",
      "---\n",
      "Concordance = 0.610\n",
      "Log-likelihood ratio test = 18.367 on 8 df, -log2(p)=5.746\n"
     ]
    }
   ],
   "source": [
    "llf = LogLogisticAFTFitter(penalizer=0.000)\n",
    "llf.fit(regression_df, 'T', 'event')\n",
    "llf.print_summary(3)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x11809a2b0>"
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 358,
       "width": 708
      },
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "wf.plot_covariate_groups(['year', 'year**2'], values=[[x, x**2] for x in linspace(-21, 21, 10)], cmap='coolwarm')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x11bae45f8>"
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 358,
       "width": 708
      },
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "wf.plot_covariate_groups(covariates=regression_df.filter(like='president').columns.tolist(), \n",
    "                         values=np.eye(6))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.2"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
